Counseling
Center
University
of Maryland
College
Park, Maryland
Construct and Congruent Validity of the
Noncognitive Questionnaire(NCQ)
Paula A. Woods and William E. Sedlacek
Research Report # 6-88
Computer time for this project has been supported through
the facilities of the Computer Science Center of the University of Maryland,
College Park.
Counseling
Center
University
of Maryland
College
Park, Maryland
Construct
and Congruent Validity of the
Noncognitive
Questionnaire(NCQ)
Paula A.
Woods and William E. Sedlacek
Research
Report #6 -88
SUMMARY
Although evidence of validity and reliability has been
provided on the Noncognitive Questionnaire(NCQ), additional validation studies
are needed. In order to further establish construct reliability and validity of
the NCQ, new NCQ items were written to establish their relationships to the
original 8 NCQ scales.
Stress=coping measures were also identified as another
source which would be helpful in establishing congruent validity of the NCQ. As
it has been reported that the original 8 noncognitive variables may be related
to particular aspects of academic success among minority and non-traditional
students, it was felt that stress-coping abilities might be correlated
with the NCQ.
Construct and congruent validity of the NCQ was therefore
further established by investigating its` correlation with the Perceived Stress
Scale (PSS), a stress-coping measure, and correlation of new and original
NCQ items.
Retention in higher education has become increasingly
important in recent years "for both human value reasons and the continued
existence of schools"(Tracey and Sedlacek; 1984). Retention of minority
students, in particular, has become an especially vital issue in post secondary
education. Research indicates that retention rates for minority students are
lower than rates for majority students (Astin, 1982; Sedlacek & Pelham,
1976; Tracey & Sedlacek, 1987).
In order to examine areas that may be closely related to
retention for minority students, and ultimately increase retention rates for
this group, eight noncognitive variables have been identified (Sedlacek and
Brooks, 1976; Sedlacek, 1977, Tracey and Sedlacek, 1984).
Unlike the traditional cognitive predictors of retention
and academic success(e.g. G.P.A., SAT scores), the noncognitive variables
relate to broader dimensions such as personality, attitudes, and values. The
eight noncognitive variables are: (a) Positive self-concept, (b)
Realistic self appraisal, (c) Understanding and dealing with racism, (d)
Preferring long range goals to short term or immediate needs, (e)Availability
of strong support person, (f) Successful leadership experience, (g)
Demonstrated community service, and (h) Knowledge acquired in a field.
The eight noncognitive variables have been found to be
related to persistence and grade point average, particularly for minority
students (Sedlacek & Brooks, 1976; Sedlacek, 1977).In order to better measure these eight variables,
Tracey and Sedlacek (1984) designed The Noncognitive Questionnaire (NCQ). The
NCQ has been shown to be predictive of continued enrollment for Black students
and GPA for Black and White students (Tracey and Sedlacek, 1984, 1985). It has
also been predictive of graduation for Black and White students (Tracey and
Sedlacek, 1987). In addition, further research has indicated that the NCQ
predicted academic success for specially admitted students (White and Sedlacek,
1986), counseling center usage by Black and White U. S. students (Arbona,
Sedlacek, & Carstens, 1987), and international students (Boyer &
Sedlacek, 1987).
While evidence of validity and reliability of the NCQ has
been provided (Tracey & Sedlacek, 1984), the purpose of the present study
is to provide additional construct validity and reliability on this instrument.
In order to further establish construct validity and
reliability of the NCQ, 65 new NCQ items were written to establish their
relationships to the NCQ scales.
Stress-coping measures are one source which may be helpful
in establishing congruent validity of the NCQ. The college experience for
minorities, particularly at predominantly White institutions, can certainly be
a difficult and stressful one. Adaptability, and the ability to persevere and
cope with continual stresses in a difficult, often culturally alienating
environment is important. In addition, noncognitive variables such as a good
degree of self-confidence, understanding of and
ability to deal with racism, and strong social support are
a few stress-coping measures needed to get through successfully to
graduation. Since it has been shown that noncognitive variables are predictive
of certain aspects of academic success among minority and nontraditional
students, stress-coping abilities and perception of stress might be
correlated with the NCQ.
In order to measure the degree to which life situations
are appraised as stressful, Cohen, Kamarck & Mermelstein (1983) designed
the Perceived Stress Scale (PSS). The rationale for employing this scale is
that the impact of objectively stressful events is determined in large
extent by the perception of their stressfulness, not the objective
occurrence of the events (Lazarus, 1966, 1977). High correlation of the PSS
with certain variables on the NCQ, (e.g. self-confidence, understanding
racism), suggests that these variables are related to the subjective experience
of stress.
The purpose of the present study will therefore be to
further establish construct and congruent validity of the NCQ by investigating
its' correlation with the PSS, a stress-coping skills measure, and
correlation of new and original NCQ items.
METHOD
Subjects
Subjects employed in this study consisted of 251 incoming
freshmen (1987-1988) who attended summer orientation sessions at the
University of Maryland, College Park.
Instruments
Noncognitive Questionnaire. (NCQ) The NCQ
is an instrument which measures eight non-traditional or non-cognitive
variables that have been found to relate to minority student retention. The
eight non-cognitive variables on the NCQ are (1) Positive self-concept
or self-confidence (2) Realistic self- appraisal (particularly
academic), (3) Understands and deals with racism, (4) Prefers long-range
goals to short term or immediate needs, (5) Availability of strong support
person to turn to in time of crises, (6) Successful leadership experience in an
area pertinent to background, (7) Demonstrated community service within ones'
cultural community, and (8) Non-traditional or culturally related ways of
acquiring knowledge within a field. The NCQ contains 23 items: 18 Likert format
items, 2 multiple choice items, and 3 open-ended items pertaining to
present goals and past accomplishments.
Test-retest reliability was found to range from .70
to .94 and inter-rater reliability was found to range from .83 to 1.00
for the open-ended items (Tracey and Sedlacek, 1984). Coefficient alpha
ranged from .54 to .73 on a modified version of the questionnaire (Lockett,
1980). A principal components factor analysis also showed the NCQ variables to
be relatively independent of one another (Tracey and Sedlacek, 1984).
Perceived Stress Scale.(PSS) The PSS is an
instrument designed (Cohen, Karmarck, & Mermelstein, 1983) to measure the
degree to
4
which life situations are appraised as stressful by an
individual. The PSS consists of 14 items designed to measure the degree to
which respondents found their lives unpredictable, uncontrollable, and
overloading. Items contained information about perceptions such as feeling
nervous and stressed, being upset, being overwhelmed by difficulties, and
feeling one has control, or the lack of it, over life in general.
Predictive validity of the PSS is expected to decrease
significantly after four to eight weeks given that appraised stress is presumed
to be influenced by major life events, daily life hassles, and changes in
coping resources over time. Test-retest reliabilities were .85 over a two day
interval when examined for college students. Given that the PSS is a state
measure, test-retest correlations are expected to be higher for short
retest intervals than for long retest intervals.
Analysis
A principal components factor analysis was conducted with
the original NCQ items, the new NCQ items, and the PSS, using squared multiple
correlations as communality estimates, and varimax rotation of all factors with
eigenvalues greater than one.
RESULTS
A total of fifteen factors were identified which accounted
for 627 of the common variance (See Table 1). Factor 1 was labeled
"Internal-external locus of control" since items dealing with coping resources and perceived ability
to control life difficulties loaded highest. Factor 2 was labeled
"Achievement and self-improvement". Factor 3 appeared to load
highest on items having to do with "Social responsibility and
activism". Factor 4 focused on items concerning "Leadership and
effectiveness". Factor 5 was labeled "Ethnocentricity". Factor 6
focused on "Professional relationships". Factor 7 appeared most
closely related to "Self-awareness issues. Factor 8 concerned items
relating to "Resourcefulness". Factor 9 was difficult to interpret
and label, but most closely resembled "Community awareness and
involvement". Factor 10 related to "Assertiveness and initiative
issues". Factor 11 focused primarily on " Social relationships"
with others. Factor 12 loaded highest on the "Introversion-extroversion"
dimension while Factor 13 focused on items concerning "Social
support". Factor 14, also difficult to label, contained items dealing with
"Nontraditional learning styles". Lastly, Factor 15 primarily
contained items relating to "Self-understanding".
Factors 2, 3, 5, 6, 11, and 14
had their highest item loadings from the new NCQ items.
Construct Validity
Inspection of the factor
loadings indicates that the 8 original NCQ scale variables differentiated into
several scales and were spread out among 11 of the 15 factors identified in
this
study (See Table 1). Three NCQ variables each loaded on
Factor 7- "Self-awareness issues" and Factor 10 -
"Assertiveness and initiative issues". Two NCQ variables each loaded
on Factor 5, which was labeled "Ethnocentricity" and Factor 12,
"Introversionextroversion". The remaining 7 factor loadings each
contained only one original NCQ scale variable.
The first NCQ variable of "Positive self-concept
or confidence" developed into two different scales, revealing loadings on
Factor 7 (Self-awareness issues) and Factor 15 (Self-understanding).
On Factor 7, this variable had a high positive correlation with another
original NCQ variable (Prefers long-range goals to short term needs) and
a new NCQ item (Friends all exclusively the same race). On Factor 15, this NCQ variable
had a high positive correlation (+.26, +.19) with the new NCQ item (Find I get
more comfortable in a new place as soon as I make friends).
Realistic self-appraisal, the second NCQ variable,
loaded on Factor 3 (Social responsibility and activism)
and Factor 5 (Ethnocentricity). On Factor 3, this NCQ variable
was highly positively correlated with 3 new NCQ items(If I encounter racism,
it's up to me to point out and correct; Contact with faculty is important to
academic success; and Everyone must work towards improving social conditions).
"Realistic self-appraisal also positively correlated with three new
NCQ items loading on Factor 5 (See Table 1).
The "Understands and deals with racism" variable
did not load on any of the factors. The fourth NCQ variable, "Prefers long
term goals to short term or immediate reeds" differentiated into two
different scales, loading on Factor 7 (Self-awareness issues) and Factor
12 (Introversion-extroversion). This NCQ variable was positively
correlated (+.44 and +.39) with new NCQ item #31(Friends all exclusively the
same race) and negatively correlated (-.30) with new NCQ item #47 (Have
learned more outside school than in school). On Factor 12, the original NCQ variable
loaded with new NCQ item #30 (Enjoy working with others and #43(Know areas
where weak and try to improve them).
The "Availability of a strong support person" NCQ
variable loaded on three different factors: Factor 5,
"Ethnocentricity". Factor 7, "Self-awareness issues"
and Factor 13, "Social support". This original NCQ variable was
highly negatively correlated (-.35 and -.30) with new NCQ item #47(
Have learned more outside school than in school) on Factor 7. It was also
positively correlated with 3 new NCQ scale items on Factor 5 (See Table 1). On
Factor 13, this NCQ variable was both positively and negatively correlated with
two new NCQ items.
The sixth NCQ variable of "Successful leadership
experience" did not load on any of the 15 identified factors. The seventh NCQ
variable of "Demonstrated community service" also loaded on three
factors. The factors were Factor 4 (Leadership and effectiveness), Factor 9
(Community awareness and involvement), and Factor 10 (Assertiveness and
initiative issues). On Factor 4, this variable was positively correlated with
two new NCQ items: #45-Usually come up with ideas that friends end up
doing and
8
#38-I think many people see racism where it doesn't
exist. This variable was correlated with the same two new NCQ items on Factor
9.
The final NCQ variable, "Knowledge acquired in a
field" was the most differentiated of all original NCQ variables. This
variable loaded on four different factors: Factor 8 (Resourcefulness), Factor
10 (Assertiveness and initiative issues), Factor 12 (Introversion-extroversion)
and Factor 14 (Non-traditional learning styles). On Factor 8, this
variable was correlated with 3 new NCQ items. It further correlated with 2 new
NCQ items on Factor 10, 2 new NCQ items on Factor 12, and 4 new NCQ items on
Factor 14 (See Table 1).
Congruent Validity
The Perceived Stress Scale items (PSS) spread out among
six different factors (See Table 1), loading highest on Factor 1, which was
labeled Internal-External Locus of Control. It should be noted that the
top five loadings on Factor 1 were all stress scale items. Two stress scale
items, "How often dealt successfully with irritating life hassles",
and "Effective coping with important life changes" loaded on Factor
4, which included items concerning leadership and effectiveness. These items
loaded with one original NCQ scale item, "Demonstrated community
service", and two new NCQ items. Two stress scale items, "How often
have you been angered because of things that happened outside of your
control" and "How often have you felt on top of
things" also loaded on Factor 13, which focused on
items concerning social support. This loading was moderately correlated with
the original NCQ scale item of "Availability of strong support
person". Factor 15, most closely related to self-understanding, also
loaded the two stress scale items, "Have been able to control the way time
is spent" and "How often upset because of something that happened
unexpectedly", which were both moderately correlated with the NCQ variable
of "Positive selfconcept or confidence". One PSS scale item each
loaded on Factor 2, "Achievement and self-improvement" (PSS
item: How often felt nervous and "stressed") and Factor 12,
"Introversionextroversion" (PSS item: "How often thought about
things have to accomplish").
None of the 8 original NCQ scale variables clustered with
the stress item loading on Factor 2. The two NCQ scale variables of
"Knowledge acquired within a field" and "Prefers long-range
goals to short term needs" revealed moderately negative correlations with
the PSS item which loaded on Factor 12.
DISCUSSION
Based on item loadings, results demonstrated that several
of the original noncognitive variables correlated highly with both new NCQ
items and the stress questionnaire scale items.
A number of NCQ variables correlated more highly with new
items and stress scale items than did others. For example, the noncognitive
variable of "Positive self- concept or confidence"
loaded on two factors (Factor 7 and Factor 15) concerning
selfawareness or self-concept issues. In addition, it had a strong
positive correlation with stress items on one factor (Factor 15).
"Positive self-concept or confidence" also demonstrated a
strong positive correlation with the new NCQ items. "The Demonstrated
community service" variable correlated highly with item loadings on
factors having to do with Leadership and effectiveness(Factor 4), Community
awareness and involvement (Factor 9), and Assertiveness and initiative issues
(Factor 10). "Demonstrated community service" also correlated
strongly with both new NCQ items and stress scale items.
The NCQ variable of "Non-traditional
knowledge" correlated primarily
with the new NCQ items rather than stress scale items. This variable correlated
most highly with items pertaining to initiative and openness to non-traditional
learning experiences. "Realistic self-appraisal" had high
positive correlations with new NCQ items loading under factors of social
responsibility and ethnocentric issues. The NCQ variable of "Availability
of strong support person" correlated highly with items regarding
alienation and self- awareness. This variable correlated with both new
NCQ items and stress-scale items.
Three of the 8 original NCQ variables (a) Positive
selfconcept or self-confidence, (b) Availability of strong support person
and (c) Demonstrated community service in ones'cultural community) correlated
most highly with stress-scale items. These variables all appear to be
related to stress-coping abilities and adaptability. For example, the
high positive correlations found between "Positive self-concept"
and stress items concerning self-understanding and self-control may
imply that these constructs are closely related. It may further be reasonable
to note that lack of self-confidence or positive selfconcept may be
presumed to be related to one's ability or the perception of that ability to
handle stress situations.
In addition, "Demonstrated community service",
which had strong positive correlations with stress scale items concerning
effectiveness and leadership issues, and "Availability of strong support
person" are both likely to be related to ones' coping resources,
particularly for minority students in a culturally alienating environment.
Further, "Availability of strong support person" had a strong
negative correlation with the stress scale item "How often been angered
due to things happening outside control", indicating that the more support
one has, the less angry or frustrated one might feel when events occur beyond
his/her control. Based on these correlations, one could therefore surmise that
the more support the student has, either through ongoing contact with his/her
cultural community or one individual, the better will be his/her stress-coping
abilities, feelings of effectiveness, and sense of control over the
environment.
In total, six of the 8 original NCQ variables correlated
with the new NCQ items and 3 of the original NCQ variables correlated with
stress scale items.
Results imply that future validation studies reed to be
done on the original NCQ scales. However, additional research also needs to
further investigate construct validity of two NCQ scales in particular, (a)
Understands and deals with racism and (b) Successful leadership experience, as
these did not load on any of the 15 factors, indicating no evident correlations
with stress scale items or new NCQ items. Perhaps, these two NCQ items should
be further explored and more clearly defined in terms of the specific
constructs being measured. Excluding these two scales, the remainder of the
original NCQ scales appear to be clearly related to the new NCQ items,
indicating construct validity for the original instrument.
The fact that results indicated only 3 of the original NCQ
scales (a) Positive self-concept or self-confidence, (b)
Availability of strong support person and (c) Demonstrated community service in
ones'cultural community were clearly related to stress scale items establishes
congruent validity for these variables. However, results also imply that
further empirical investigation of the remaining 5 NCQ variables is needed in
order to establish congruent validity with stress-coping measures or
other instruments measuring similar or related constructs.
*ORIGINAL
NCQ VARIABLE LOADING
TABLE 1: CONSTRUCT VALIDITY AND CONGRUENT VALIDITY
CONSTRUCT
VALIDITY
ITEM LOADINGS FOR ORIGINAL NCQ VARIABLES AND NEW NCQ ITEMS
(5 largest item
loadings on 11 factors)
KEY: ITM - PSS items 1-14
TSCR-
Original 8 NCQ variables scored as single value
LIK - New
NCQ items
FACTOR 3:
+.50 RACE
+.48 LIK34:If encounter racism, up to me to point out and
correct
+.46 LIK44: Contact with faculty important to acad.
success
+.45 LIK42: Everyone must work towards improving social conditions
+.38 *TSCR2:
Realistic self-appraisal up
FACTOR 4:
+.40 *TSCR7: Demonstrated community service
+.39 LIK45: Usually come up with ideas that friends end doing
+.39 ITM 4: How often dealt successfully with irritating life
hassles
+.34 ITM 5: Effective coping with important life changes
+.32 LIK38: Think many people see racism where it doesn't
exist
FACTOR 5:
+.42 *TSCR2:
Realistic self-appraisal
+.40 LIK31: Friends
are all exclusively same race
+.39 LIK36:
Uncomfortable interacting with people from other races and cultures
+.32 LIK41: Expect to
get picked on by faculty/students because
of background
+.31 *TSCRS:
Availability of strong support person
FACTOR 7:
+.44 *TSCR4: Prefer long-range goals to short-term
needs
+.41 *TSCR1: Positive self-concept
+.39 LIK31: Friends all exclusively same race
-.35 *TSCRS: Availability of strong support person
-.30 LIK47: Have learned more outside school than in school
FACTOR 8:
-.47 LIK46: Often makes lists of things to do
-.38 LIK45: Usually comes up with ideas friends end up
doing
-.34 SEX
-.34 *TSCR8: Knowledge
acquired in a field
-.31 LIK47: Have learned more outside of school than in school
FACTOR 9:
-.47 RACE
-.38 LIK45: Usually come up with ideas friends end up
doing
+.30 SEX
-.27 *TSCR7: Demonstrated
community service
-.29 LIK38: Think many people see racism where it doesn't exist
FACTOR 10:
+.40 *TSCR8: Knowledge acquired in a field
+.40 LIK40: When treated unfairly, express anger in no uncertain
terms
+.37 *TSCR7: Demonstrated community service
-.29 LIK38: Many people see racism where it doesn't exist
+.28 *TSCR6: Successful leadership experience
FACTOR 12:
+.41 LIK30: Enjoy working with others
-.41 ITM12: How often thought about things have to accomplish
-.30 LIK43: Know areas where weak and try to improve them
+.27 *TSCR8: Knowledge acquired in a field
+.25 *TSCR4: Prefer long-range goals to short-term
needs
FACTOR 13:
+.37 *TSCR5: Availability of strong support person
-.35 LIK47: Have learned more outside school than in
school
-.31 ITM11: How often been angered due to things
happening outside control
+.28 LIK30: Enjoy working with others
+. 27 IMO: How often felt on top of things
FACTOR 14:
-.59 LIK40: When treated unfairly, express anger in
no uncertain terms
+.33 *TSCR8: Knowledge acquired in a field
-.33 LIK37: Try to find opportunities to learn new
things
+.25 LIK30: Enjoy working with others
+.22 LIK31: Friends are exclusively same race
FACTOR 15:
+.58 LIK139: Have good understanding of strengths and weaknesses
+.33 ITM13: Have been able to control the way time is
spent
+.26 *TSCR1: Positive self-concept or confidence
+.19 LIK29: Find I get more comfortable in new place as soon
as I make new friends
+.19 ITM 1: How often upset because of something that happened
unexpectedly
CONGRUENT
VALIDITY
PERCEIVED STRESS SCALE (PSS) ITEM LOADINGS
(5 highest item loadings on 6 factors)
**PSS
item loadings
FACTOR 1:
-.70 **ITM10: How often felt on top of things
-.66 **ITM 9: How often able to control irritations
+.66 **ITM14: How often could not overcome difficulties
-.63 **ITM 6: How often felt confident about ability to handle
personal problems
-.62 **ITM 5: Effective coping with important life changes
FACTOR 2:
-.49 LIK46:
Often makes lists of things to do
+.48 LIK43: Knows
weak areas and tries to improve them
+.47 LIK42:
Everyone must work towards improving social conditions
-.47 **ITM 3: How often felt nervous and
"stressed"
+.44 LIK44:
Contact with faculty important to academic success
FACTOR 4:
+.40 TSCR7: Demonstrated
community service
+.39 LIK45: Usually
come up with ideas that friends end up doing
+.39 **ITM 4: How
often dealt successfully with irritating life hassles
+.34 **ITM 5: Effective
coping with important life changes
+.32 LIK38: Think
many people see racism where it doesn't exist
FACTOR 12:
+.41 LIK30: Enjoy working with others
-.41 **ITM12: How often thought about things have to accomplish
-.30 LIK43: Know areas where weak and try to improve them
+.27 TSCR8: Knowledge acquired in a field
+.25 TSCR4: Prefer long-range goals to short-term
needs
FACTOR 13:
+.37 TSCR5: Availability of strong support person
-.35 LIK47: Have learned more outside school than in
school
-.31 **ITM11: How often been angered due to things happening
outside control
+.28 LIK30: Enjoy
working with others
+.27 **ITM10: How
often felt on top of things
FACTOR 15:
+.58 LIK39: Have good understanding of strengths and weaknesses
+.33 **ITM13: Have been able to control the way time is spent
+.26 TSCR1: Positive self-concept or confidence
+.19 LIK29: Find I get more comfortable in new place as soon
as I make new friends
+.19 **ITM 1: How often upset because of something that happened
unexpectedly
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